Database management for modifying data related to industrial assets using an intelligent data queue for data ingestion

Various embodiments relate to managing a database to modify data related to industrial assets using an intelligent data queue for data ingestion. Embodiments are configured to receive a data modification payload associated with a request to modify a portion of data stored in a time series database. Embodiments are also configured to parse the data modification payload to identify a type of modification with respect to the data stored in the time series database. Embodiments are also configured to store the data modification payload in at least one of a first data cache configured for storing pending data modification payloads and a second data cache configured for processing data modification payloads. In response to a determination that the data modification payload is stored in the second data cache, the data stored in the time series database is modified based at least in part on the type of modification.